Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	22257
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.4 MiB
Average record size in memory	256.0 B

Variable types

Numeric	30
Categorical	1

Alerts

`V12` is highly overall correlated with `V14`	High correlation
`V14` is highly overall correlated with `V12`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Class` is highly imbalanced (96.9%)	Imbalance

Reproduction

Analysis started	2023-12-20 17:41:29.881687
Analysis finished	2023-12-20 17:45:32.349302
Duration	4 minutes and 2.47 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

Time
Real number (ℝ)

Distinct	14490
Distinct (%)	65.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21412.665

Minimum	0
Maximum	35634
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	347.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1154.8
Q1	10154
median	26145
Q3	32147
95-th percentile	34919
Maximum	35634
Range	35634
Interquartile range (IQR)	21993

Descriptive statistics

Standard deviation	12022.365
Coefficient of variation (CV)	0.56146045
Kurtosis	-1.2836932
Mean	21412.665
Median Absolute Deviation (MAD)	7583
Skewness	-0.51075021
Sum	4.765817 × 10⁸
Variance	1.4453725 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3749	16	0.1%
19912	16	0.1%
3760	16	0.1%
3755	15	0.1%
3770	15	0.1%
3747	14	0.1%
3767	14	0.1%
3750	14	0.1%
3756	13	0.1%
19915	12	0.1%
Other values (14480)	22112	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
10	3	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
35634	1	< 0.1%
35633	2	< 0.1%
35632	2	< 0.1%
35631	1	< 0.1%
35630	2	< 0.1%
35629	2	< 0.1%
35628	2	< 0.1%
35627	2	< 0.1%
35626	1	< 0.1%
35625	1	< 0.1%

V1
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.21146866

Minimum	-30.55238
Maximum	1.9604966
Zeros	0
Zeros (%)	0.0%
Negative	11792
Negative (%)	53.0%
Memory size	347.8 KiB

Quantile statistics

Minimum	-30.55238
5-th percentile	-2.8143106
Q1	-0.95452823
median	-0.26659171
Q3	1.165283
95-th percentile	1.3518279
Maximum	1.9604966
Range	32.512877
Interquartile range (IQR)	2.1198112

Descriptive statistics

Standard deviation	1.8242788
Coefficient of variation (CV)	-8.6267101
Kurtosis	39.521394
Mean	-0.21146866
Median Absolute Deviation (MAD)	1.2860235
Skewness	-4.1269049
Sum	-4706.6579
Variance	3.3279932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.30252069	26	0.1%
1.284474754	18	0.1%
0.8986142746	18	0.1%
1.012594684	15	0.1%
1.245673819	14	0.1%
1.109984574	13	0.1%
1.090665696	10	< 0.1%
0.8792953968	9	< 0.1%
1.188602808	9	< 0.1%
1.335053154	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-30.55238004	1	< 0.1%
-29.87636551	1	< 0.1%
-29.20032859	1	< 0.1%
-27.84818067	1	< 0.1%
-27.67056888	1	< 0.1%
-27.14367842	1	< 0.1%
-26.61995215	1	< 0.1%
-25.94243445	1	< 0.1%
-25.26635502	1	< 0.1%
-24.59024477	1	< 0.1%

Value	Count	Frequency (%)
1.960496567	1	< 0.1%
1.628532362	1	< 0.1%
1.625070418	1	< 0.1%
1.616392389	1	< 0.1%
1.610633921	1	< 0.1%
1.605329486	1	< 0.1%
1.603531374	1	< 0.1%
1.597947367	1	< 0.1%
1.5974472	1	< 0.1%
1.596761204	1	< 0.1%

V2
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13124827

Minimum	-34.607649
Maximum	16.713389
Zeros	0
Zeros (%)	0.0%
Negative	9488
Negative (%)	42.6%
Memory size	347.8 KiB

Quantile statistics

Minimum	-34.607649
5-th percentile	-1.6720268
Q1	-0.44233167
median	0.15623356
Q3	0.79066684
95-th percentile	1.8007096
Maximum	16.713389
Range	51.321038
Interquartile range (IQR)	1.2329985

Descriptive statistics

Standard deviation	1.4993518
Coefficient of variation (CV)	11.423783
Kurtosis	50.054875
Mean	0.13124827
Median Absolute Deviation (MAD)	0.61818759
Skewness	-2.0232215
Sum	2921.1928
Variance	2.2480557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4474736062	26	0.1%
-0.5285973831	18	0.1%
0.03389619282	18	0.1%
0.1854111028	15	0.1%
0.1669750195	14	0.1%
0.3680321465	13	0.1%
0.3361088879	10	< 0.1%
0.0019729342	9	< 0.1%
0.1351413097	9	< 0.1%
0.3314640264	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34.60764864	1	< 0.1%
-29.78032764	1	< 0.1%
-25.64052693	1	< 0.1%
-25.31325215	1	< 0.1%
-20.28395844	1	< 0.1%
-20.18812265	1	< 0.1%
-19.9171648	1	< 0.1%
-18.09880395	1	< 0.1%
-17.21019695	1	< 0.1%
-16.70999538	1	< 0.1%

Value	Count	Frequency (%)
16.71338924	1	< 0.1%
16.43452455	1	< 0.1%
16.15570143	1	< 0.1%
15.59819266	1	< 0.1%
15.36580438	1	< 0.1%
14.84554474	1	< 0.1%
14.60199804	1	< 0.1%
14.32325381	1	< 0.1%
14.04456678	1	< 0.1%
13.48738579	1	< 0.1%

V3
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72125382

Minimum	-31.103685
Maximum	4.1017162
Zeros	0
Zeros (%)	0.0%
Negative	3849
Negative (%)	17.3%
Memory size	347.8 KiB

Quantile statistics

Minimum	-31.103685
5-th percentile	-1.0810552
Q1	0.26887313
median	0.8504383
Q3	1.4807642
95-th percentile	2.4137124
Maximum	4.1017162
Range	35.205401
Interquartile range (IQR)	1.2118911

Descriptive statistics

Standard deviation	1.6273677
Coefficient of variation (CV)	2.2563038
Kurtosis	86.682125
Mean	0.72125382
Median Absolute Deviation (MAD)	0.60579443
Skewness	-6.7673923
Sum	16052.946
Variance	2.6483257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4957574879	26	0.1%
-0.5519523239	18	0.1%
-0.0832970051	18	0.1%
1.857002444	15	0.1%
0.4883057426	14	0.1%
-0.06140746339	13	0.1%
-0.0726205572	10	< 0.1%
-0.09451009891	9	< 0.1%
0.5979758128	9	< 0.1%
-2.057762777	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-31.10368482	1	< 0.1%
-30.55869682	1	< 0.1%
-30.01371249	1	< 0.1%
-28.92375595	1	< 0.1%
-28.40742446	1	< 0.1%
-27.74708353	1	< 0.1%
-27.36865029	1	< 0.1%
-26.82367291	1	< 0.1%
-26.27870059	1	< 0.1%
-25.18877297	1	< 0.1%

Value	Count	Frequency (%)
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.971380972	1	< 0.1%
3.945275899	1	< 0.1%
3.940337447	1	< 0.1%
3.924952573	1	< 0.1%
3.920274898	1	< 0.1%
3.90655802	1	< 0.1%

V4
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20919095

Minimum	-5.1725945
Maximum	11.927512
Zeros	0
Zeros (%)	0.0%
Negative	9727
Negative (%)	43.7%
Memory size	347.8 KiB

Quantile statistics

Minimum	-5.1725945
5-th percentile	-2.0273954
Q1	-0.699957
median	0.19146523
Q3	1.0855734
95-th percentile	2.6636243
Maximum	11.927512
Range	17.100106
Interquartile range (IQR)	1.7855304

Descriptive statistics

Standard deviation	1.4224152
Coefficient of variation (CV)	6.7996021
Kurtosis	2.6095971
Mean	0.20919095
Median Absolute Deviation (MAD)	0.89287925
Skewness	0.51661496
Sum	4655.963
Variance	2.0232651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.214799282	26	0.1%
-1.692216951	18	0.1%
1.256326169	18	0.1%
2.625675359	15	0.1%
0.6353219207	14	0.1%
1.376844397	13	0.1%
1.384967473	10	< 0.1%
1.264449245	9	< 0.1%
0.5652322876	9	< 0.1%
-0.3461753553	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.172594539	1	< 0.1%
-4.826127166	1	< 0.1%
-4.75861392	1	< 0.1%
-4.657545034	1	< 0.1%
-4.573540467	1	< 0.1%
-4.515824355	1	< 0.1%
-4.464895266	1	< 0.1%
-4.449606341	1	< 0.1%
-4.43421128	1	< 0.1%
-4.283314915	1	< 0.1%

Value	Count	Frequency (%)
11.92751187	1	< 0.1%
11.90616991	1	< 0.1%
11.88531289	1	< 0.1%
11.86486808	1	< 0.1%
11.84477659	1	< 0.1%
11.16552584	1	< 0.1%
10.46302042	1	< 0.1%
10.33009983	1	< 0.1%
10.31334937	1	< 0.1%
10.29660279	1	< 0.1%

V5
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.19916347

Minimum	-42.147898
Maximum	34.099309
Zeros	0
Zeros (%)	0.0%
Negative	13628
Negative (%)	61.2%
Memory size	347.8 KiB

Quantile statistics

Minimum	-42.147898
5-th percentile	-1.7398943
Q1	-0.79779316
median	-0.22900616
Q3	0.31952972
95-th percentile	1.9032542
Maximum	34.099309
Range	76.247208
Interquartile range (IQR)	1.1173229

Descriptive statistics

Standard deviation	1.4299921
Coefficient of variation (CV)	-7.1799921
Kurtosis	100.49284
Mean	-0.19916347
Median Absolute Deviation (MAD)	0.5589922
Skewness	-2.8484069
Sum	-4432.7813
Variance	2.0448775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.705041053	26	0.1%
1.390419382	18	0.1%
0.5540913478	18	0.1%
-0.8136860245	15	0.1%
-0.5627766808	14	0.1%
0.07043737921	13	0.1%
0.06057491341	10	< 0.1%
0.544228882	9	< 0.1%
-0.5871871732	9	< 0.1%
2.583233822	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-42.14789837	1	< 0.1%
-32.092129	1	< 0.1%
-25.77280025	1	< 0.1%
-23.6118649	1	< 0.1%
-22.10553152	1	< 0.1%
-21.6656543	1	< 0.1%
-21.22580965	1	< 0.1%
-20.34726368	1	< 0.1%
-20.34622816	1	< 0.1%
-20.08787757	1	< 0.1%

Value	Count	Frequency (%)
34.09930934	1	< 0.1%
23.04624151	1	< 0.1%
18.62168597	1	< 0.1%
16.87896731	1	< 0.1%
16.16082387	1	< 0.1%
11.97426887	1	< 0.1%
11.79489289	1	< 0.1%
10.95132407	1	< 0.1%
9.851762706	1	< 0.1%
9.408113831	1	< 0.1%

V6
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.098516994

Minimum	-23.496714
Maximum	22.529298
Zeros	0
Zeros (%)	0.0%
Negative	12859
Negative (%)	57.8%
Memory size	347.8 KiB

Quantile statistics

Minimum	-23.496714
5-th percentile	-1.2820651
Q1	-0.64860506
median	-0.16930537
Q3	0.48643898
95-th percentile	3.2638409
Maximum	22.529298
Range	46.026012
Interquartile range (IQR)	1.135044

Descriptive statistics

Standard deviation	1.3288152
Coefficient of variation (CV)	13.488182
Kurtosis	18.414099
Mean	0.098516994
Median Absolute Deviation (MAD)	0.543216
Skewness	1.283016
Sum	2192.6927
Variance	1.7657498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.762439585	26	0.1%
3.487250802	18	0.1%
0.7023423327	18	0.1%
0.7411976888	15	0.1%
-1.011072616	14	0.1%
-1.100572945	13	0.1%
-1.096974276	10	< 0.1%
0.7059410018	9	< 0.1%
-0.7979911403	9	< 0.1%
2.854101997	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.49671393	1	< 0.1%
-17.57483526	1	< 0.1%
-13.45077283	1	< 0.1%
-11.13246243	1	< 0.1%
-10.0724372	1	< 0.1%
-8.71053567	1	< 0.1%
-7.63505454	1	< 0.1%
-7.574798166	1	< 0.1%
-7.384811466	1	< 0.1%
-7.130336081	1	< 0.1%

Value	Count	Frequency (%)
22.52929847	1	< 0.1%
21.39306876	1	< 0.1%
16.4932271	1	< 0.1%
15.49696229	1	< 0.1%
13.37379759	1	< 0.1%
10.372415	1	< 0.1%
10.03392286	1	< 0.1%
9.342676641	1	< 0.1%
8.520487556	1	< 0.1%
7.518233656	1	< 0.1%

V7
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.11676578

Minimum	-26.548144
Maximum	36.677268
Zeros	0
Zeros (%)	0.0%
Negative	12003
Negative (%)	53.9%
Memory size	347.8 KiB

Quantile statistics

Minimum	-26.548144
5-th percentile	-1.3677887
Q1	-0.5963093
median	-0.066333011
Q3	0.44970919
95-th percentile	1.157693
Maximum	36.677268
Range	63.225412
Interquartile range (IQR)	1.0460185

Descriptive statistics

Standard deviation	1.3012225
Coefficient of variation (CV)	-11.143869
Kurtosis	120.4804
Mean	-0.11676578
Median Absolute Deviation (MAD)	0.52443866
Skewness	-1.8075692
Sum	-2598.8559
Variance	1.6931801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5938465551	26	0.1%
-1.223488842	18	0.1%
0.1556682316	18	0.1%
-1.050509509	15	0.1%
0.01495266147	14	0.1%
0.6103973431	13	0.1%
0.6236671518	10	< 0.1%
0.1689380404	9	< 0.1%
-0.07110526576	9	< 0.1%
-0.1875473373	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.54814377	1	< 0.1%
-21.92281103	1	< 0.1%
-20.37151359	1	< 0.1%
-20.08139107	1	< 0.1%
-19.79124841	1	< 0.1%
-19.21089642	1	< 0.1%
-19.04196043	1	< 0.1%
-18.70947882	1	< 0.1%
-18.28773349	1	< 0.1%
-18.26139293	1	< 0.1%

Value	Count	Frequency (%)
36.67726795	1	< 0.1%
34.30317686	1	< 0.1%
21.91452924	1	< 0.1%
21.43751446	1	< 0.1%
18.94823585	1	< 0.1%
17.07343938	1	< 0.1%
12.905031	1	< 0.1%
11.67956066	1	< 0.1%
10.60203607	1	< 0.1%
9.656751751	1	< 0.1%

V8
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.036418488

Minimum	-41.484823
Maximum	20.007208
Zeros	0
Zeros (%)	0.0%
Negative	10091
Negative (%)	45.3%
Memory size	347.8 KiB

Quantile statistics

Minimum	-41.484823
5-th percentile	-0.82396702
Q1	-0.15931727
median	0.035453239
Q3	0.29818511
95-th percentile	0.96654182
Maximum	20.007208
Range	61.492031
Interquartile range (IQR)	0.45750237

Descriptive statistics

Standard deviation	1.2659877
Coefficient of variation (CV)	34.762224
Kurtosis	174.85408
Mean	0.036418488
Median Absolute Deviation (MAD)	0.22127207
Skewness	-5.44797
Sum	810.5663
Variance	1.6027248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5564510255	26	0.1%
0.8757863762	18	0.1%
0.1963597357	18	0.1%
0.4114487108	15	0.1%
-0.1602108633	14	0.1%
-0.4872009722	13	0.1%
-0.489796511	10	< 0.1%
0.1937641969	9	< 0.1%
-0.03663458176	9	< 0.1%
0.6851537704	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-41.48482251	1	< 0.1%
-34.53499972	1	< 0.1%
-27.59636662	1	< 0.1%
-23.6325024	1	< 0.1%
-23.24971822	1	< 0.1%
-23.02234811	1	< 0.1%
-22.85505093	1	< 0.1%
-22.74636999	1	< 0.1%
-22.60571052	1	< 0.1%
-22.58854677	1	< 0.1%

Value	Count	Frequency (%)
20.00720837	1	< 0.1%
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.32940553	1	< 0.1%
17.90357438	1	< 0.1%
17.57371241	1	< 0.1%
17.05256631	1	< 0.1%
16.63310306	1	< 0.1%
16.21362675	1	< 0.1%
15.37463003	1	< 0.1%

V9
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.34864806

Minimum	-7.1750966
Maximum	10.392889
Zeros	0
Zeros (%)	0.0%
Negative	9383
Negative (%)	42.2%
Memory size	347.8 KiB

Quantile statistics

Minimum	-7.1750966
5-th percentile	-1.5571549
Q1	-0.45929144
median	0.2333616
Q3	1.102013
95-th percentile	2.4996298
Maximum	10.392889
Range	17.567985
Interquartile range (IQR)	1.5613044

Descriptive statistics

Standard deviation	1.2547216
Coefficient of variation (CV)	3.59882
Kurtosis	1.9983952
Mean	0.34864806
Median Absolute Deviation (MAD)	0.77065664
Skewness	0.46111979
Sum	7759.8598
Variance	1.5743263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6977195955	26	0.1%
2.95498237	18	0.1%
1.160758531	18	0.1%
1.07822938	15	0.1%
0.1703618522	14	0.1%
0.9205892694	13	0.1%
0.9194114079	10	< 0.1%
1.159580669	9	< 0.1%
-0.1313158562	9	< 0.1%
-0.2866140686	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.175096615	1	< 0.1%
-6.380124898	1	< 0.1%
-6.356833491	1	< 0.1%
-6.333685156	1	< 0.1%
-6.329800846	1	< 0.1%
-6.310658433	1	< 0.1%
-6.287735948	1	< 0.1%
-6.272790468	1	< 0.1%
-5.902828122	1	< 0.1%
-5.711247971	1	< 0.1%

Value	Count	Frequency (%)
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
7.496576798	1	< 0.1%
7.011563059	1	< 0.1%
6.956876771	1	< 0.1%
6.819787138	1	< 0.1%
6.756717365	1	< 0.1%
6.474148401	1	< 0.1%
6.453747928	1	< 0.1%

V10
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.11861974

Minimum	-14.166795
Maximum	12.259949
Zeros	0
Zeros (%)	0.0%
Negative	13473
Negative (%)	60.5%
Memory size	347.8 KiB

Quantile statistics

Minimum	-14.166795
5-th percentile	-1.4790348
Q1	-0.59485351
median	-0.16988794
Q3	0.32862355
95-th percentile	1.3981899
Maximum	12.259949
Range	26.426744
Interquartile range (IQR)	0.92347706

Descriptive statistics

Standard deviation	1.1518551
Coefficient of variation (CV)	-9.7104839
Kurtosis	29.234561
Mean	-0.11861974
Median Absolute Deviation (MAD)	0.45880691
Skewness	-0.37365396
Sum	-2640.1196
Variance	1.3267701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.090180906	26	0.1%
-1.398573914	18	0.1%
-0.5182587848	18	0.1%
0.4107441876	15	0.1%
-0.04457458938	14	0.1%
-0.3808835352	13	0.1%
-0.3855411746	10	< 0.1%
-0.5229164241	9	< 0.1%
0.1185417896	9	< 0.1%
-0.5359027355	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.16679466	1	< 0.1%
-13.34827765	1	< 0.1%
-13.26165171	1	< 0.1%
-13.19341507	1	< 0.1%
-13.17519808	1	< 0.1%
-13.13669837	1	< 0.1%
-13.08889092	1	< 0.1%
-13.0027093	1	< 0.1%
-12.93892931	1	< 0.1%
-12.84093382	1	< 0.1%

Value	Count	Frequency (%)
12.25994935	1	< 0.1%
12.17440008	1	< 0.1%
12.08882619	1	< 0.1%
11.90686815	1	< 0.1%
11.70835808	1	< 0.1%
10.90821692	1	< 0.1%
10.01378396	1	< 0.1%
9.934390288	1	< 0.1%
9.767747997	1	< 0.1%
9.759894195	1	< 0.1%

V11
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51806704

Minimum	-2.9811212
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	7908
Negative (%)	35.5%
Memory size	347.8 KiB

Quantile statistics

Minimum	-2.9811212
5-th percentile	-1.2330523
Q1	-0.30990926
median	0.4956822
Q3	1.2859925
95-th percentile	2.3380507
Maximum	12.018913
Range	15.000034
Interquartile range (IQR)	1.5959018

Descriptive statistics

Standard deviation	1.1592002
Coefficient of variation (CV)	2.2375487
Kurtosis	5.8729443
Mean	0.51806704
Median Absolute Deviation (MAD)	0.79889891
Skewness	0.90216957
Sum	11530.618
Variance	1.3437452
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1110879642	26	0.1%
0.7562874684	18	0.1%
1.606341951	18	0.1%
2.237912364	15	0.1%
-0.3567490185	14	0.1%
0.6677809452	13	0.1%
0.6679242167	10	< 0.1%
1.606485223	9	< 0.1%
1.555137531	9	< 0.1%
0.3328484176	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.981121154	1	< 0.1%
-2.837282271	1	< 0.1%
-2.829072428	1	< 0.1%
-2.777442467	1	< 0.1%
-2.767469965	1	< 0.1%
-2.66195357	1	< 0.1%
-2.661454177	1	< 0.1%
-2.638166473	1	< 0.1%
-2.634787651	1	< 0.1%
-2.621346092	1	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.44684681	1	< 0.1%
10.27776886	1	< 0.1%
10.18758732	1	< 0.1%
10.06378975	1	< 0.1%

V12
Real number (ℝ)

HIGH CORRELATION

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.68810065

Minimum	-17.769143
Maximum	4.8464524
Zeros	0
Zeros (%)	0.0%
Negative	13330
Negative (%)	59.9%
Memory size	347.8 KiB

Quantile statistics

Minimum	-17.769143
5-th percentile	-3.0135647
Q1	-1.8317823
median	-0.30521621
Q3	0.39040726
95-th percentile	1.1382474
Maximum	4.8464524
Range	22.615596
Interquartile range (IQR)	2.2221896

Descriptive statistics

Standard deviation	1.4830907
Coefficient of variation (CV)	-2.1553398
Kurtosis	12.551642
Mean	-0.68810065
Median Absolute Deviation (MAD)	0.95022938
Skewness	-1.8374344
Sum	-15315.056
Variance	2.199558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06265234746	26	0.1%
-1.875448319	18	0.1%
-2.525492525	18	0.1%
-2.310505578	15	0.1%
-0.07345951735	14	0.1%
-2.023532466	13	0.1%
-2.023120579	10	< 0.1%
-2.525080637	9	< 0.1%
0.7808200265	9	< 0.1%
-0.2683187385	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.13130095	1	< 0.1%
-16.72833933	1	< 0.1%
-16.55819714	1	< 0.1%
-16.38805417	1	< 0.1%
-15.47905248	1	< 0.1%
-15.14498822	1	< 0.1%
-15.11788939	1	< 0.1%
-15.09416315	1	< 0.1%

Value	Count	Frequency (%)
4.846452409	1	< 0.1%
4.133542077	1	< 0.1%
3.774837253	1	< 0.1%
3.682375602	1	< 0.1%
3.606760812	1	< 0.1%
3.509174232	1	< 0.1%
3.408259384	1	< 0.1%
3.338871422	1	< 0.1%
3.161524271	1	< 0.1%
3.148246198	1	< 0.1%

V13
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39230132

Minimum	-3.5887606
Maximum	4.4654132
Zeros	0
Zeros (%)	0.0%
Negative	8693
Negative (%)	39.1%
Memory size	347.8 KiB

Quantile statistics

Minimum	-3.5887606
5-th percentile	-1.5044529
Q1	-0.42212332
median	0.31718105
Q3	1.2245593
95-th percentile	2.4561232
Maximum	4.4654132
Range	8.0541738
Interquartile range (IQR)	1.6466827

Descriptive statistics

Standard deviation	1.1836161
Coefficient of variation (CV)	3.0171097
Kurtosis	-0.36193761
Mean	0.39230132
Median Absolute Deviation (MAD)	0.81329757
Skewness	0.10533584
Sum	8731.4504
Variance	1.4009471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2384570315	26	0.1%
1.673656086	18	0.1%
0.1660467739	18	0.1%
0.7711515061	15	0.1%
-0.5177596942	14	0.1%
2.151357569	13	0.1%
2.153140435	10	< 0.1%
0.1678296401	9	< 0.1%
-0.4525654559	9	< 0.1%
-0.1276141958	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.588760618	1	< 0.1%
-3.389510119	1	< 0.1%
-3.315213425	1	< 0.1%
-3.252466277	1	< 0.1%
-3.235991519	1	< 0.1%
-3.213497069	1	< 0.1%
-3.211636443	1	< 0.1%
-3.161177033	1	< 0.1%
-3.151381763	1	< 0.1%
-3.10312258	1	< 0.1%

Value	Count	Frequency (%)
4.465413177	1	< 0.1%
3.904562358	1	< 0.1%
3.754715169	1	< 0.1%
3.708994098	1	< 0.1%
3.699423964	1	< 0.1%
3.685569729	1	< 0.1%
3.68245814	1	< 0.1%
3.641478168	1	< 0.1%
3.610837404	1	< 0.1%
3.574965221	1	< 0.1%

V14
Real number (ℝ)

HIGH CORRELATION

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.34321237

Minimum	-19.214325
Maximum	7.4395655
Zeros	0
Zeros (%)	0.0%
Negative	7742
Negative (%)	34.8%
Memory size	347.8 KiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-1.1518585
Q1	-0.20048682
median	0.29397206
Q3	1.111408
95-th percentile	1.8905851
Maximum	7.4395655
Range	26.653891
Interquartile range (IQR)	1.3118948

Descriptive statistics

Standard deviation	1.2196264
Coefficient of variation (CV)	3.5535619
Kurtosis	36.314899
Mean	0.34321237
Median Absolute Deviation (MAD)	0.61130292
Skewness	-3.4399683
Sum	7638.8777
Variance	1.4874885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2157381385	26	0.1%
1.405684451	18	0.1%
2.428011871	18	0.1%
1.647487648	15	0.1%
0.4069689344	14	0.1%
1.919033358	13	0.1%
1.921297318	10	< 0.1%
2.430275831	9	< 0.1%
0.5788359625	9	< 0.1%
-0.8682999609	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-14.66638897	1	< 0.1%
-14.49159835	1	< 0.1%
-14.24831583	1	< 0.1%
-14.00477618	1	< 0.1%

Value	Count	Frequency (%)
7.439565532	1	< 0.1%
6.690751884	1	< 0.1%
6.634483211	1	< 0.1%
6.441021469	1	< 0.1%
5.840504717	1	< 0.1%
5.7487338	1	< 0.1%
5.69056194	1	< 0.1%
5.650251318	1	< 0.1%
5.590615972	1	< 0.1%
5.492685432	1	< 0.1%

V15
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.061970956

Minimum	-4.1525318
Maximum	3.6350415
Zeros	0
Zeros (%)	0.0%
Negative	9337
Negative (%)	42.0%
Memory size	347.8 KiB

Quantile statistics

Minimum	-4.1525318
5-th percentile	-1.7387263
Q1	-0.49657575
median	0.18820533
Q3	0.74337481
95-th percentile	1.3998045
Maximum	3.6350415
Range	7.7875733
Interquartile range (IQR)	1.2399506

Descriptive statistics

Standard deviation	0.96033636
Coefficient of variation (CV)	15.496555
Kurtosis	0.4813154
Mean	0.061970956
Median Absolute Deviation (MAD)	0.60662078
Skewness	-0.62565436
Sum	1379.2876
Variance	0.92224592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.069355893	26	0.1%
0.7105328819	18	0.1%
1.169787788	18	0.1%
0.005918309288	15	0.1%
1.124146923	14	0.1%
-0.09870020159	13	0.1%
-0.09744220703	10	< 0.1%
1.171045783	9	< 0.1%
0.3885002494	9	< 0.1%
1.128538982	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.15253176	1	< 0.1%
-4.092344269	1	< 0.1%
-3.918266084	1	< 0.1%
-3.879892017	1	< 0.1%
-3.875765094	1	< 0.1%
-3.835366057	1	< 0.1%
-3.650146138	1	< 0.1%
-3.625771028	1	< 0.1%
-3.618059825	1	< 0.1%
-3.614591028	1	< 0.1%

Value	Count	Frequency (%)
3.635041517	1	< 0.1%
3.256755925	1	< 0.1%
3.245355586	1	< 0.1%
3.154505864	1	< 0.1%
3.04043623	1	< 0.1%
3.023897659	1	< 0.1%
3.017788876	1	< 0.1%
2.927060213	1	< 0.1%
2.846548466	1	< 0.1%
2.842022601	1	< 0.1%

V16
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0055874214

Minimum	-11.911483
Maximum	6.0985295
Zeros	0
Zeros (%)	0.0%
Negative	10345
Negative (%)	46.5%
Memory size	347.8 KiB

Quantile statistics

Minimum	-11.911483
5-th percentile	-1.4146485
Q1	-0.48158828
median	0.072443288
Q3	0.56305277
95-th percentile	1.3601513
Maximum	6.0985295
Range	18.010012
Interquartile range (IQR)	1.0446411

Descriptive statistics

Standard deviation	0.94286246
Coefficient of variation (CV)	168.74733
Kurtosis	18.196591
Mean	0.0055874214
Median Absolute Deviation (MAD)	0.52270217
Skewness	-2.1125453
Sum	124.35924
Variance	0.88898962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2552305247	26	0.1%
-0.1496408665	18	0.1%
-1.53234065	18	0.1%
1.168256269	15	0.1%
0.3424697541	14	0.1%
-0.2565887086	13	0.1%
-0.2552697632	10	< 0.1%
-1.531021705	9	< 0.1%
0.4709794397	9	< 0.1%
0.7865060537	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11.91148302	1	< 0.1%
-10.68824179	1	< 0.1%
-10.32201668	1	< 0.1%
-10.26660918	1	< 0.1%
-10.22220317	1	< 0.1%
-10.12239192	1	< 0.1%
-10.11555995	1	< 0.1%
-10.09867066	1	< 0.1%
-10.05311224	1	< 0.1%
-10.03109666	1	< 0.1%

Value	Count	Frequency (%)
6.098529451	1	< 0.1%
4.816252303	1	< 0.1%
4.664235675	1	< 0.1%
4.087801791	1	< 0.1%
3.930881236	1	< 0.1%
3.890837784	1	< 0.1%
3.666505629	1	< 0.1%
3.647779309	1	< 0.1%
3.545620091	1	< 0.1%
3.5268511	1	< 0.1%

V17
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19293517

Minimum	-18.388811
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	9330
Negative (%)	41.9%
Memory size	347.8 KiB

Quantile statistics

Minimum	-18.388811
5-th percentile	-0.89861869
Q1	-0.30400611
median	0.14265104
Q3	0.64197341
95-th percentile	1.5527786
Maximum	9.2535263
Range	27.642337
Interquartile range (IQR)	0.94597952

Descriptive statistics

Standard deviation	1.1309261
Coefficient of variation (CV)	5.86169
Kurtosis	74.467838
Mean	0.19293517
Median Absolute Deviation (MAD)	0.46797443
Skewness	-4.9243522
Sum	4294.158
Variance	1.278994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.072084985	26	0.1%
0.08123088306	18	0.1%
1.822234493	18	0.1%
-0.04472191861	15	0.1%
-0.3746564401	14	0.1%
0.392087355	13	0.1%
0.3923838259	10	< 0.1%
1.822530964	9	< 0.1%
-0.5621906614	9	< 0.1%
0.316435261	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.38881054	1	< 0.1%
-18.1030037	1	< 0.1%
-17.54203031	1	< 0.1%
-17.50661155	1	< 0.1%
-17.09844421	1	< 0.1%
-16.82534428	1	< 0.1%
-16.66817932	1	< 0.1%
-16.51114335	1	< 0.1%
-16.35409442	1	< 0.1%
-16.17879818	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.573522625	1	< 0.1%
7.297706446	1	< 0.1%
6.669376499	1	< 0.1%
6.627797769	1	< 0.1%

V18
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.077254662

Minimum	-8.061208
Maximum	4.2956482
Zeros	0
Zeros (%)	0.0%
Negative	11794
Negative (%)	53.0%
Memory size	347.8 KiB

Quantile statistics

Minimum	-8.061208
5-th percentile	-1.4967085
Q1	-0.54839099
median	-0.052147196
Q3	0.42546601
95-th percentile	1.2808297
Maximum	4.2956482
Range	12.356856
Interquartile range (IQR)	0.973857

Descriptive statistics

Standard deviation	0.86047591
Coefficient of variation (CV)	-11.138175
Kurtosis	3.6171259
Mean	-0.077254662
Median Absolute Deviation (MAD)	0.48756815
Skewness	-0.56071268
Sum	-1719.457
Variance	0.74041879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4851104315	26	0.1%
0.8935765687	18	0.1%
-1.963373148	18	0.1%
0.8383888864	15	0.1%
-0.4389924324	14	0.1%
-0.1384420515	13	0.1%
-0.1363931788	10	< 0.1%
-1.961324276	9	< 0.1%
-0.03260695324	9	< 0.1%
0.587856253	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.06120799	1	< 0.1%
-6.898840133	1	< 0.1%
-6.837834539	1	< 0.1%
-6.792637787	1	< 0.1%
-5.494927642	1	< 0.1%
-5.366659956	1	< 0.1%
-5.322008981	1	< 0.1%
-5.247301106	1	< 0.1%
-5.133153767	1	< 0.1%
-5.131548628	1	< 0.1%

Value	Count	Frequency (%)
4.295648234	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%
3.832711791	1	< 0.1%
3.012463106	1	< 0.1%
2.971749364	1	< 0.1%
2.842073922	1	< 0.1%

V19
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.039086131

Minimum	-4.9327331
Maximum	4.5553594
Zeros	0
Zeros (%)	0.0%
Negative	11628
Negative (%)	52.2%
Memory size	347.8 KiB

Quantile statistics

Minimum	-4.9327331
5-th percentile	-1.383253
Q1	-0.52503898
median	-0.037655564
Q3	0.46627391
95-th percentile	1.2680635
Maximum	4.5553594
Range	9.4880924
Interquartile range (IQR)	0.99131289

Descriptive statistics

Standard deviation	0.81505028
Coefficient of variation (CV)	-20.852672
Kurtosis	1.0274652
Mean	-0.039086131
Median Absolute Deviation (MAD)	0.49689552
Skewness	-0.14960447
Sum	-869.94001
Variance	0.66430696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2713148852	26	0.1%
0.7209114171	18	0.1%
-2.149184768	18	0.1%
-1.76632442	15	0.1%
-0.116090785	14	0.1%
-0.4859831063	13	0.1%
-0.4891770087	10	< 0.1%
-2.15237867	9	< 0.1%
0.09565500982	9	< 0.1%
0.04935008318	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.932733055	1	< 0.1%
-4.676092279	1	< 0.1%
-4.575940864	1	< 0.1%
-4.384828428	1	< 0.1%
-4.192615642	1	< 0.1%
-4.021062314	1	< 0.1%
-3.817501674	1	< 0.1%
-3.816426269	1	< 0.1%
-3.799214953	1	< 0.1%
-3.718810312	1	< 0.1%

Value	Count	Frequency (%)
4.555359379	1	< 0.1%
3.365631544	1	< 0.1%
3.324585916	1	< 0.1%
3.303446785	1	< 0.1%
3.175764679	1	< 0.1%
3.153399677	1	< 0.1%
3.137259298	1	< 0.1%
3.126929352	1	< 0.1%
3.101246584	1	< 0.1%
3.097748598	1	< 0.1%

V20
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04317117

Minimum	-13.694584
Maximum	15.815051
Zeros	0
Zeros (%)	0.0%
Negative	11920
Negative (%)	53.6%
Memory size	347.8 KiB

Quantile statistics

Minimum	-13.694584
5-th percentile	-0.46822809
Q1	-0.15750261
median	-0.021709903
Q3	0.16263029
95-th percentile	0.82797985
Maximum	15.815051
Range	29.509635
Interquartile range (IQR)	0.3201329

Descriptive statistics

Standard deviation	0.64451229
Coefficient of variation (CV)	14.929229
Kurtosis	85.707244
Mean	0.04317117
Median Absolute Deviation (MAD)	0.15575515
Skewness	0.76686832
Sum	960.86074
Variance	0.41539609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1560890111	26	0.1%
-0.01541492637	18	0.1%
-0.2524967714	18	0.1%
-0.2404692901	15	0.1%
-0.1320797243	14	0.1%
0.01366173801	13	0.1%
0.03402634074	10	< 0.1%
-0.2321321687	9	< 0.1%
-0.1156977262	9	< 0.1%
0.04521744119	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.69458409	1	< 0.1%
-13.27603434	1	< 0.1%
-12.83404164	1	< 0.1%
-11.74868903	1	< 0.1%
-10.63702762	1	< 0.1%
-8.13340106	1	< 0.1%
-7.892624402	1	< 0.1%
-7.821768031	1	< 0.1%
-7.157626568	1	< 0.1%
-6.960017553	1	< 0.1%

Value	Count	Frequency (%)
15.81505134	1	< 0.1%
11.96356023	1	< 0.1%
10.15061093	1	< 0.1%
8.559745828	1	< 0.1%
7.922140914	1	< 0.1%
7.857714702	1	< 0.1%
7.747443757	1	< 0.1%
7.744222435	1	< 0.1%
7.576537418	1	< 0.1%
7.533166478	1	< 0.1%

V21
Real number (ℝ)

HIGH CORRELATION

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.036148392

Minimum	-20.262054
Maximum	22.599543
Zeros	0
Zeros (%)	0.0%
Negative	14329
Negative (%)	64.4%
Memory size	347.8 KiB

Quantile statistics

Minimum	-20.262054
5-th percentile	-0.50459872
Q1	-0.24598679
median	-0.091289521
Q3	0.083147725
95-th percentile	0.48712703
Maximum	22.599543
Range	42.861598
Interquartile range (IQR)	0.32913451

Descriptive statistics

Standard deviation	0.75810679
Coefficient of variation (CV)	-20.972075
Kurtosis	252.24863
Mean	-0.036148392
Median Absolute Deviation (MAD)	0.16299425
Skewness	7.7104177
Sum	-804.55476
Variance	0.5747259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.007342802666	26	0.1%
-0.2081362659	18	0.1%
0.03151077795	18	0.1%
0.167722	15	0.1%
-0.262580846	14	0.1%
-0.08858252271	13	0.1%
-0.0825232143	10	< 0.1%
0.03757008636	9	< 0.1%
-0.1953990789	9	< 0.1%
-0.1918199828	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-20.26205434	1	< 0.1%
-14.0451851	1	< 0.1%
-11.46843491	1	< 0.1%
-11.32284203	1	< 0.1%
-11.27389007	1	< 0.1%
-11.23526649	1	< 0.1%
-11.09256462	1	< 0.1%
-8.638055372	1	< 0.1%
-7.937782617	1	< 0.1%
-6.301239164	1	< 0.1%

Value	Count	Frequency (%)
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
16.28366237	1	< 0.1%
16.01318537	1	< 0.1%
15.63145341	1	< 0.1%
12.1948493	1	< 0.1%
11.39000948	1	< 0.1%
11.2107477	1	< 0.1%

V22
Real number (ℝ)

HIGH CORRELATION

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.12280205

Minimum	-8.5558079
Maximum	5.8057951
Zeros	0
Zeros (%)	0.0%
Negative	12592
Negative (%)	56.6%
Memory size	347.8 KiB

Quantile statistics

Minimum	-8.5558079
5-th percentile	-1.0791295
Q1	-0.5448054
median	-0.095218564
Q3	0.28553651
95-th percentile	0.85156564
Maximum	5.8057951
Range	14.361603
Interquartile range (IQR)	0.83034191

Descriptive statistics

Standard deviation	0.63607439
Coefficient of variation (CV)	-5.1796724
Kurtosis	7.8682871
Mean	-0.12280205
Median Absolute Deviation (MAD)	0.41558185
Skewness	-0.6914229
Sum	-2733.2052
Variance	0.40459063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2508856951	26	0.1%
-0.2725523222	18	0.1%
0.2787432829	18	0.1%
0.665252616	15	0.1%
-0.8162637632	14	0.1%
-0.1263433834	13	0.1%
-0.131621264	10	< 0.1%
0.2734654022	9	< 0.1%
-0.6512188491	9	< 0.1%
-0.6501177955	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-6.49761626	1	< 0.1%
-5.707800997	1	< 0.1%
-4.933840726	1	< 0.1%
-4.266839413	1	< 0.1%
-4.182957364	1	< 0.1%
-4.12041005	1	< 0.1%

Value	Count	Frequency (%)
5.805795145	1	< 0.1%
4.393845658	1	< 0.1%
4.327552086	1	< 0.1%
3.880680373	1	< 0.1%
3.668979015	1	< 0.1%
3.661956889	1	< 0.1%
3.312970537	1	< 0.1%
3.207082172	1	< 0.1%
2.815903246	1	< 0.1%
2.466050042	1	< 0.1%

V23
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.043158375

Minimum	-26.751119
Maximum	13.876221
Zeros	0
Zeros (%)	0.0%
Negative	13645
Negative (%)	61.3%
Memory size	347.8 KiB

Quantile statistics

Minimum	-26.751119
5-th percentile	-0.43100268
Q1	-0.17725447
median	-0.050541228
Q3	0.075111651
95-th percentile	0.39053892
Maximum	13.876221
Range	40.62734
Interquartile range (IQR)	0.25236612

Descriptive statistics

Standard deviation	0.55210277
Coefficient of variation (CV)	-12.792483
Kurtosis	476.24932
Mean	-0.043158375
Median Absolute Deviation (MAD)	0.12618172
Skewness	-10.240438
Sum	-960.57595
Variance	0.30481747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3315996894	26	0.1%
-0.07078518358	18	0.1%
-0.02733678719	18	0.1%
0.03422690551	15	0.1%
0.140304302	14	0.1%
-0.2179992472	13	0.1%
-0.2268132422	10	< 0.1%
-0.0361507822	9	< 0.1%
0.1507345308	9	< 0.1%
-0.1140694638	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.75111866	1	< 0.1%
-19.25432762	1	< 0.1%
-16.85961939	1	< 0.1%
-15.14434034	1	< 0.1%
-13.36182731	1	< 0.1%
-13.1625455	1	< 0.1%
-11.66999352	1	< 0.1%
-11.17117624	1	< 0.1%
-9.575212116	1	< 0.1%
-8.765652098	1	< 0.1%

Value	Count	Frequency (%)
13.87622086	1	< 0.1%
10.47576998	1	< 0.1%
8.09713902	1	< 0.1%
7.966899283	1	< 0.1%
7.654002287	1	< 0.1%
6.83358551	1	< 0.1%
6.681143526	1	< 0.1%
5.852758254	1	< 0.1%
5.719454825	1	< 0.1%
5.005585104	1	< 0.1%

V24
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0099423944

Minimum	-2.8366269
Maximum	4.0144444
Zeros	0
Zeros (%)	0.0%
Negative	9383
Negative (%)	42.2%
Memory size	347.8 KiB

Quantile statistics

Minimum	-2.8366269
5-th percentile	-1.137708
Q1	-0.3269293
median	0.062293369
Q3	0.3999346
95-th percentile	0.94988376
Maximum	4.0144444
Range	6.8510713
Interquartile range (IQR)	0.7268639

Descriptive statistics

Standard deviation	0.5958812
Coefficient of variation (CV)	59.93337
Kurtosis	0.83579273
Mean	0.0099423944
Median Absolute Deviation (MAD)	0.35587882
Skewness	-0.59252729
Sum	221.28787
Variance	0.3550744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.00995228	26	0.1%
0.9576658003	18	0.1%
-0.7088033426	18	0.1%
0.149376674	15	0.1%
0.3578272493	14	0.1%
0.3581221092	13	0.1%
0.358635234	10	< 0.1%
-0.7082902178	9	< 0.1%
0.512968488	9	< 0.1%
0.9159355995	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.728650099	1	< 0.1%
-2.51237651	1	< 0.1%
-2.49354476	1	< 0.1%
-2.468338915	1	< 0.1%
-2.385393427	1	< 0.1%
-2.358518987	1	< 0.1%
-2.348249955	1	< 0.1%
-2.296996762	1	< 0.1%
-2.270558746	1	< 0.1%

Value	Count	Frequency (%)
4.014444385	1	< 0.1%
3.99064595	1	< 0.1%
3.695502946	1	< 0.1%
3.658745893	1	< 0.1%
3.643446677	1	< 0.1%
3.546030954	1	< 0.1%
3.200201195	1	< 0.1%
2.192625557	1	< 0.1%
1.924972926	1	< 0.1%
1.620461681	1	< 0.1%

V25
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13106136

Minimum	-7.4957411
Maximum	5.5250927
Zeros	0
Zeros (%)	0.0%
Negative	7717
Negative (%)	34.7%
Memory size	347.8 KiB

Quantile statistics

Minimum	-7.4957411
5-th percentile	-0.59752368
Q1	-0.13170774
median	0.16921697
Q3	0.41423899
95-th percentile	0.75588704
Maximum	5.5250927
Range	13.020834
Interquartile range (IQR)	0.54594673

Descriptive statistics

Standard deviation	0.43632218
Coefficient of variation (CV)	3.3291443
Kurtosis	7.4648558
Mean	0.13106136
Median Absolute Deviation (MAD)	0.27014228
Skewness	-0.71128072
Sum	2917.0327
Variance	0.19037704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2337301799	26	0.1%
0.6364714744	18	0.1%
0.3930317048	18	0.1%
0.06145175576	15	0.1%
0.1864229457	14	0.1%
0.8146255164	13	0.1%
0.8109537617	10	< 0.1%
0.38935995	9	< 0.1%
0.135489969	9	< 0.1%
0.7300730401	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.495741104	1	< 0.1%
-4.781605522	1	< 0.1%
-3.083184281	1	< 0.1%
-2.640366088	1	< 0.1%
-2.577362588	1	< 0.1%
-2.483068889	1	< 0.1%
-2.429727003	1	< 0.1%
-2.322905876	1	< 0.1%
-2.259665506	1	< 0.1%
-2.224852954	1	< 0.1%

Value	Count	Frequency (%)
5.525092704	1	< 0.1%
2.4197915	1	< 0.1%
2.378821683	1	< 0.1%
2.208209178	1	< 0.1%
2.156041858	1	< 0.1%
2.103868072	1	< 0.1%
2.024388039	1	< 0.1%
1.999499113	1	< 0.1%
1.9725154	1	< 0.1%
1.964597849	1	< 0.1%

V26
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.023503217

Minimum	-1.3039601
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	12006
Negative (%)	53.9%
Memory size	347.8 KiB

Quantile statistics

Minimum	-1.3039601
5-th percentile	-0.70694703
Q1	-0.33363374
median	-0.054656793
Q3	0.30381969
95-th percentile	1.032004
Maximum	3.5173456
Range	4.8213057
Interquartile range (IQR)	0.63745343

Descriptive statistics

Standard deviation	0.51105543
Coefficient of variation (CV)	21.744063
Kurtosis	0.21092428
Mean	0.023503217
Median Absolute Deviation (MAD)	0.29936844
Skewness	0.66267616
Sum	523.1111
Variance	0.26117765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8244705574	26	0.1%
-0.7110788271	18	0.1%
-0.2315446526	18	0.1%
0.07372517454	15	0.1%
0.09654447079	14	0.1%
-0.3458153	13	0.1%
-0.3468818229	10	< 0.1%
-0.2326111755	9	< 0.1%
0.06587070707	9	< 0.1%
0.3838794176	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.303960093	1	< 0.1%
-1.272507161	1	< 0.1%
-1.251893612	1	< 0.1%
-1.243924154	1	< 0.1%
-1.243811289	1	< 0.1%
-1.237598191	1	< 0.1%
-1.233809429	1	< 0.1%
-1.22214642	1	< 0.1%
-1.203624683	1	< 0.1%
-1.168869913	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.087444274	1	< 0.1%
3.080587917	1	< 0.1%
3.065575697	1	< 0.1%
3.040808202	1	< 0.1%
2.964299508	1	< 0.1%
2.83383666	1	< 0.1%
2.687636041	1	< 0.1%
2.617443044	1	< 0.1%

V27
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.014146049

Minimum	-8.5676377
Maximum	11.13574
Zeros	0
Zeros (%)	0.0%
Negative	10472
Negative (%)	47.1%
Memory size	347.8 KiB

Quantile statistics

Minimum	-8.5676377
5-th percentile	-0.36805698
Q1	-0.063182377
median	0.0081709095
Q3	0.090532988
95-th percentile	0.38745088
Maximum	11.13574
Range	19.703378
Interquartile range (IQR)	0.15371536

Descriptive statistics

Standard deviation	0.38782558
Coefficient of variation (CV)	27.415824
Kurtosis	127.13386
Mean	0.014146049
Median Absolute Deviation (MAD)	0.076018696
Skewness	-1.8338269
Sum	314.8486
Variance	0.15040868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2413052126	26	0.1%
0.06801812096	18	0.1%
0.01163299465	18	0.1%
0.02462278126	15	0.1%
-0.03586631529	14	0.1%
-0.04811112772	13	0.1%
-0.05000059722	10	< 0.1%
0.009743525144	9	< 0.1%
-0.03820618291	9	< 0.1%
-0.03190230409	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.567637738	1	< 0.1%
-8.260908861	1	< 0.1%
-7.976099818	1	< 0.1%
-7.057086943	1	< 0.1%
-6.917229783	1	< 0.1%
-6.695013096	1	< 0.1%
-6.573217632	1	< 0.1%
-6.250280131	1	< 0.1%
-6.126485507	1	< 0.1%
-6.04069343	1	< 0.1%

Value	Count	Frequency (%)
11.13573984	1	< 0.1%
8.254375597	1	< 0.1%
6.211229837	1	< 0.1%
6.144005748	1	< 0.1%
5.417346527	1	< 0.1%
5.052704632	1	< 0.1%
4.985139656	1	< 0.1%
3.852045639	1	< 0.1%
3.413508526	1	< 0.1%
3.35882175	1	< 0.1%

V28
Real number (ℝ)

Distinct	21853
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0059026858

Minimum	-9.6179155
Maximum	4.8607691
Zeros	0
Zeros (%)	0.0%
Negative	6654
Negative (%)	29.9%
Memory size	347.8 KiB

Quantile statistics

Minimum	-9.6179155
5-th percentile	-0.31977351
Q1	-0.0079457877
median	0.020547948
Q3	0.077020827
95-th percentile	0.22528692
Maximum	4.8607691
Range	14.478685
Interquartile range (IQR)	0.084966615

Descriptive statistics

Standard deviation	0.26789683
Coefficient of variation (CV)	45.385581
Kurtosis	198.04597
Mean	0.0059026858
Median Absolute Deviation (MAD)	0.038806982
Skewness	-4.4517028
Sum	131.37608
Variance	0.07176871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02035863786	26	0.1%
0.02417281086	18	0.1%
0.005579101072	18	0.1%
0.0233645967	15	0.1%
0.01849457297	14	0.1%
0.02095632708	13	0.1%
0.02269750444	10	< 0.1%
0.00732027843	9	< 0.1%
0.01077411247	9	< 0.1%
0.0298493414	7	< 0.1%
Other values (21843)	22118	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.617915452	1	< 0.1%
-8.091374522	1	< 0.1%
-6.129244552	1	< 0.1%
-5.839729492	1	< 0.1%
-5.659713517	1	< 0.1%
-4.455920959	1	< 0.1%
-3.575312416	1	< 0.1%
-3.50925022	1	< 0.1%
-3.396821543	1	< 0.1%
-3.201920096	1	< 0.1%

Value	Count	Frequency (%)
4.860769069	1	< 0.1%
4.783772198	1	< 0.1%
4.712560306	1	< 0.1%
4.556696798	1	< 0.1%
4.33584335	1	< 0.1%
4.157933573	1	< 0.1%
4.07679459	1	< 0.1%
3.955013675	1	< 0.1%
3.89532087	1	< 0.1%
3.854890768	1	< 0.1%

Amount
Real number (ℝ)

Distinct	7101
Distinct (%)	31.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.654264

Minimum	0
Maximum	7879.42
Zeros	201
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	347.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.92
Q1	6.51
median	20
Q3	71.22
95-th percentile	318.52
Maximum	7879.42
Range	7879.42
Interquartile range (IQR)	64.71

Descriptive statistics

Standard deviation	225.43919
Coefficient of variation (CV)	2.8302213
Kurtosis	280.3908
Mean	79.654264
Median Absolute Deviation (MAD)	18.21
Skewness	12.568328
Sum	1772864.9
Variance	50822.83
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	928	4.2%
11.85	443	2.0%
0.89	347	1.6%
1.98	342	1.5%
9.99	320	1.4%
5	267	1.2%
15.95	261	1.2%
89.99	256	1.2%
15	256	1.2%
10	248	1.1%
Other values (7091)	18589	83.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	201	0.9%
0.01	122	0.5%
0.02	10	< 0.1%
0.04	2	< 0.1%
0.05	4	< 0.1%
0.07	3	< 0.1%
0.09	1	< 0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.12	2	< 0.1%

Value	Count	Frequency (%)
7879.42	1	< 0.1%
7712.43	1	< 0.1%
7429.15	1	< 0.1%
6130.21	1	< 0.1%
5239.5	1	< 0.1%
4907.01	1	< 0.1%
4313.82	1	< 0.1%
4103.75	1	< 0.1%
4002.88	1	< 0.1%
4000	1	< 0.1%

Class
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	347.8 KiB

0.0	22187
1.0	70

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	66771
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	22187	99.7%
1.0	70	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	22187	99.7%
1.0	70	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	44444	66.6%
.	22257	33.3%
1	70	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	44514	66.7%
Other Punctuation	22257	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	44444	99.8%
1	70	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	22257	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	66771	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	44444	66.6%
.	22257	33.3%
1	70	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66771	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	44444	66.6%
.	22257	33.3%
1	70	0.1%

Auto

Heatmap
Table

	Amount	Class	Time	V1	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V2	V20	V21	V22	V23	V24	V25	V26	V27	V28	V3	V4	V5	V6	V7	V8	V9
Amount	1.000	0.000	0.114	-0.146	0.025	-0.072	0.036	-0.043	-0.024	-0.108	-0.105	0.054	-0.001	0.049	-0.469	0.218	0.225	0.116	-0.085	-0.004	0.050	-0.032	-0.136	0.060	-0.026	0.001	-0.329	0.205	-0.037	0.040	-0.042
Class	0.000	1.000	-0.014	-0.058	-0.083	0.087	-0.088	-0.000	-0.094	-0.015	-0.075	-0.065	-0.054	0.021	0.083	0.046	0.051	-0.015	-0.014	-0.024	0.022	0.018	0.060	0.047	-0.089	0.095	-0.047	-0.070	-0.067	0.047	-0.074
Time	0.114	-0.014	1.000	0.045	0.179	-0.185	0.363	-0.340	-0.347	0.154	0.035	-0.178	-0.075	0.026	-0.137	0.015	0.130	0.051	-0.011	-0.011	0.055	-0.021	0.002	0.049	-0.098	-0.035	-0.093	-0.020	-0.016	0.048	-0.366
V1	-0.146	-0.058	0.045	1.000	0.116	0.014	-0.040	0.078	0.071	0.128	0.157	0.009	-0.082	0.067	-0.372	-0.187	-0.125	-0.126	-0.008	-0.002	0.409	0.009	-0.109	-0.080	-0.390	-0.023	-0.198	-0.032	-0.327	-0.107	-0.015
V10	0.025	-0.083	0.179	0.116	1.000	-0.043	0.058	-0.159	-0.227	0.083	0.094	-0.153	-0.086	0.103	-0.077	0.003	-0.024	0.023	0.041	0.015	0.001	-0.004	-0.014	-0.091	-0.075	0.040	-0.050	0.068	-0.111	-0.110	-0.429
V11	-0.072	0.087	-0.185	0.014	-0.043	1.000	-0.151	0.171	0.374	-0.162	0.055	0.186	0.073	-0.069	0.020	-0.022	-0.001	0.047	0.142	-0.021	-0.125	0.013	-0.056	-0.087	0.028	-0.035	0.006	-0.013	-0.022	0.011	0.157
V12	0.036	-0.088	0.363	-0.040	0.058	-0.151	1.000	-0.382	-0.519	0.138	-0.141	-0.381	-0.128	0.031	-0.018	0.051	0.206	0.085	-0.007	0.024	0.018	0.018	0.093	0.078	-0.087	0.034	-0.056	-0.014	0.092	0.076	-0.365
V13	-0.043	-0.000	-0.340	0.078	-0.159	0.171	-0.382	1.000	0.343	-0.151	0.034	0.226	0.077	-0.021	0.075	0.066	-0.162	-0.044	-0.014	0.006	0.053	0.007	-0.057	-0.023	0.032	0.029	0.080	0.017	-0.054	-0.175	0.293
V14	-0.024	-0.094	-0.347	0.071	-0.227	0.374	-0.519	0.343	1.000	-0.130	0.012	0.230	0.133	-0.041	0.075	-0.153	-0.080	-0.118	0.103	-0.002	-0.033	-0.003	-0.125	-0.050	-0.069	0.087	0.043	0.006	-0.075	0.058	0.361
V15	-0.108	-0.015	0.154	0.128	0.083	-0.162	0.138	-0.151	-0.130	1.000	0.041	-0.183	-0.010	-0.021	0.079	0.055	0.060	0.006	0.108	0.018	-0.099	-0.032	0.048	0.010	-0.213	-0.087	0.098	-0.191	0.100	-0.110	-0.238
V16	-0.105	-0.075	0.035	0.157	0.094	0.055	-0.141	0.034	0.012	0.041	1.000	-0.281	0.067	-0.008	0.022	0.174	0.052	-0.115	-0.012	-0.034	0.082	0.101	-0.105	-0.026	-0.193	-0.132	0.058	-0.113	-0.101	0.038	-0.147
V17	0.054	-0.065	-0.178	0.009	-0.153	0.186	-0.381	0.226	0.230	-0.183	-0.281	1.000	-0.188	0.002	-0.050	-0.106	-0.046	0.052	0.126	0.006	-0.063	-0.098	0.046	0.019	0.062	0.171	-0.243	0.033	-0.257	0.069	0.245
V18	-0.001	-0.054	-0.075	-0.082	-0.086	0.073	-0.128	0.077	0.133	-0.010	0.067	-0.188	1.000	0.038	0.072	-0.069	-0.062	-0.038	-0.168	-0.060	0.018	0.025	0.013	0.007	-0.018	0.032	0.035	0.055	-0.050	0.080	0.095
V19	0.049	0.021	0.026	0.067	0.103	-0.069	0.031	-0.021	-0.041	-0.021	-0.008	0.002	0.038	1.000	-0.042	0.283	0.013	0.017	-0.107	-0.025	-0.004	-0.047	0.015	-0.047	-0.070	-0.066	0.013	0.121	-0.052	0.013	-0.067
V2	-0.469	0.083	-0.137	-0.372	-0.077	0.020	-0.018	0.075	0.075	0.079	0.022	-0.050	0.072	-0.042	1.000	0.025	-0.140	-0.122	0.020	-0.004	-0.296	-0.009	0.158	0.020	0.088	0.247	0.357	-0.120	0.455	-0.066	-0.048
V20	0.218	0.046	0.015	-0.187	0.003	-0.022	0.051	0.066	-0.153	0.055	0.174	-0.106	-0.069	0.283	0.025	1.000	0.127	0.054	-0.176	0.030	-0.058	0.036	0.070	0.190	-0.017	-0.062	0.103	0.031	0.194	0.014	-0.063
V21	0.225	0.051	0.130	-0.125	-0.024	-0.001	0.206	-0.162	-0.080	0.060	0.052	-0.046	-0.062	0.013	-0.140	0.127	1.000	0.616	-0.224	0.035	0.026	-0.065	0.038	0.142	0.088	0.036	-0.165	0.087	-0.106	0.132	-0.176
V22	0.116	-0.015	0.051	-0.126	0.023	0.047	0.085	-0.044	-0.118	0.006	-0.115	0.052	-0.038	0.017	-0.122	0.054	0.616	1.000	-0.237	0.014	-0.001	-0.094	0.109	-0.032	0.299	-0.002	-0.138	0.116	-0.061	0.090	0.010
V23	-0.085	-0.014	-0.011	-0.008	0.041	0.142	-0.007	-0.014	0.103	0.108	-0.012	0.126	-0.168	-0.107	0.020	-0.176	-0.224	-0.237	1.000	0.135	-0.314	0.064	0.050	0.031	0.007	0.017	-0.053	-0.132	-0.056	0.058	-0.052
V24	-0.004	-0.024	-0.011	-0.002	0.015	-0.021	0.024	0.006	-0.002	0.018	-0.034	0.006	-0.060	-0.025	-0.004	0.030	0.035	0.014	0.135	1.000	-0.015	-0.008	-0.032	0.080	0.049	-0.018	-0.100	-0.227	-0.009	-0.065	-0.004
V25	0.050	0.022	0.055	0.409	0.001	-0.125	0.018	0.053	-0.033	-0.099	0.082	-0.063	0.018	-0.004	-0.296	-0.058	0.026	-0.001	-0.314	-0.015	1.000	-0.148	-0.050	-0.067	-0.319	0.019	-0.081	0.053	-0.257	-0.051	0.095
V26	-0.032	0.018	-0.021	0.009	-0.004	0.013	0.018	0.007	-0.003	-0.032	0.101	-0.098	0.025	-0.047	-0.009	0.036	-0.065	-0.094	0.064	-0.008	-0.148	1.000	-0.188	-0.007	0.064	0.002	-0.063	0.035	-0.053	0.033	0.067
V27	-0.136	0.060	0.002	-0.109	-0.014	-0.056	0.093	-0.057	-0.125	0.048	-0.105	0.046	0.013	0.015	0.158	0.070	0.038	0.109	0.050	-0.032	-0.050	-0.188	1.000	0.404	0.075	-0.018	0.020	0.039	-0.079	0.202	-0.051
V28	0.060	0.047	0.049	-0.080	-0.091	-0.087	0.078	-0.023	-0.050	0.010	-0.026	0.019	0.007	-0.047	0.020	0.190	0.142	-0.032	0.031	0.080	-0.067	-0.007	0.404	1.000	0.039	0.050	-0.061	-0.024	-0.017	0.103	-0.114
V3	-0.026	-0.089	-0.098	-0.390	-0.075	0.028	-0.087	0.032	-0.069	-0.213	-0.193	0.062	-0.018	-0.070	0.088	-0.017	0.088	0.299	0.007	0.049	-0.319	0.064	0.075	0.039	1.000	0.039	-0.041	0.041	0.115	-0.040	0.134
V4	0.001	0.095	-0.035	-0.023	0.040	-0.035	0.034	0.029	0.087	-0.087	-0.132	0.171	0.032	-0.066	0.247	-0.062	0.036	-0.002	0.017	-0.018	0.019	0.002	-0.018	0.050	0.039	1.000	0.026	0.104	0.060	0.048	0.047
V5	-0.329	-0.047	-0.093	-0.198	-0.050	0.006	-0.056	0.080	0.043	0.098	0.058	-0.243	0.035	0.013	0.357	0.103	-0.165	-0.138	-0.053	-0.100	-0.081	-0.063	0.020	-0.061	-0.041	0.026	1.000	0.111	0.385	0.006	-0.069
V6	0.205	-0.070	-0.020	-0.032	0.068	-0.013	-0.014	0.017	0.006	-0.191	-0.113	0.033	0.055	0.121	-0.120	0.031	0.087	0.116	-0.132	-0.227	0.053	0.035	0.039	-0.024	0.041	0.104	0.111	1.000	-0.221	0.430	0.092
V7	-0.037	-0.067	-0.016	-0.327	-0.111	-0.022	0.092	-0.054	-0.075	0.100	-0.101	-0.257	-0.050	-0.052	0.455	0.194	-0.106	-0.061	-0.056	-0.009	-0.257	-0.053	-0.079	-0.017	0.115	0.060	0.385	-0.221	1.000	-0.403	-0.118
V8	0.040	0.047	0.048	-0.107	-0.110	0.011	0.076	-0.175	0.058	-0.110	0.038	0.069	0.080	0.013	-0.066	0.014	0.132	0.090	0.058	-0.065	-0.051	0.033	0.202	0.103	-0.040	0.048	0.006	0.430	-0.403	1.000	-0.012
V9	-0.042	-0.074	-0.366	-0.015	-0.429	0.157	-0.365	0.293	0.361	-0.238	-0.147	0.245	0.095	-0.067	-0.048	-0.063	-0.176	0.010	-0.052	-0.004	0.095	0.067	-0.051	-0.114	0.134	0.047	-0.069	0.092	-0.118	-0.012	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
4438	3769	-0.810139	-0.259091	0.665533	-1.690966	2.514849	3.242300	-0.852315	0.631280	-0.090701	0.602633	1.080744	-3.629721	1.847982	1.102288	0.743810	0.932255	0.755137	-0.625513	1.970805	0.531996	-0.338012	-0.748692	-0.224364	0.937485	0.179668	-0.343228	0.039027	-0.078242	5.00
25100	33516	1.320845	-0.484617	0.562691	-0.631962	-1.026439	-0.804004	-0.522531	-0.117395	-0.875678	0.568667	0.349254	-0.299060	0.222560	-0.087185	0.995690	0.782119	0.627302	-2.136476	0.115843	0.061175	0.011933	-0.072132	0.146305	0.400918	0.195011	-0.411588	0.019899	0.022337	22.95
24084	33062	-0.166668	-3.050159	-0.790954	0.018760	-1.489578	-0.009638	0.560376	-0.162657	-1.027444	0.414145	1.048639	0.331696	-0.640946	0.583003	-0.304401	-1.752457	0.410726	0.900967	-0.771100	0.992528	0.086372	-0.933789	-0.655937	0.094408	0.020833	1.024663	-0.206869	0.116595	776.00
20441	31043	1.495615	-0.293265	-0.639263	-1.056627	0.070191	-0.395913	-0.101078	-0.237903	-1.462180	0.833559	0.573318	0.145480	1.099293	0.069303	-0.287854	1.222148	-0.316261	-0.832066	1.359834	0.161257	0.173074	0.455035	-0.328394	-0.771755	0.948949	-0.032337	-0.027830	-0.018904	10.00
6364	7580	1.134275	0.242404	0.726256	1.274202	-0.272709	-0.161182	-0.237634	-0.028896	1.184706	-0.184388	1.958115	-1.733800	1.651132	1.847429	-0.307811	0.634512	-0.185261	0.791543	-0.269314	-0.095263	-0.180213	-0.364586	-0.034631	-0.074712	0.389912	-0.517930	-0.003273	0.017169	36.00
28217	34907	-1.441690	0.418213	1.178188	-0.220797	0.110525	-0.277792	0.966046	-0.485118	-0.334719	0.620635	2.133127	0.870652	0.297551	0.040447	0.932119	-0.543884	0.039540	-0.878616	1.404958	-0.241723	-0.398989	-0.884231	0.431791	0.243338	-0.982247	0.526457	-0.941976	0.237245	64.75
10080	15297	1.194647	0.032783	1.005667	0.238998	-0.815749	-0.669301	-0.453765	-0.080841	1.371986	-0.376533	2.626389	-1.440189	1.834899	1.696112	-0.194442	0.637049	0.129337	0.255818	-0.033792	-0.075295	-0.273420	-0.597820	0.171599	0.511290	-0.068151	0.718888	-0.092834	0.001784	11.99
14279	25348	1.096714	-1.049339	-0.073346	-1.001950	0.084768	1.947188	-0.926699	0.628543	-0.716949	0.503248	1.329670	0.036976	-0.524406	0.064849	0.486456	0.004222	1.200352	-2.773702	-0.133941	0.058939	0.123027	0.304479	-0.038933	-1.871220	0.201114	-0.142292	0.059422	-0.007457	79.71
6802	8573	-4.271080	-0.795920	0.255975	0.958040	0.724432	-1.643109	-0.345998	0.431210	1.778348	0.158848	1.091841	-2.610719	1.088791	1.193103	0.788279	0.390412	1.230132	-0.381040	-0.448715	-1.751347	-1.136837	-0.461102	2.213511	0.290257	0.461434	0.196198	1.007788	-0.664147	9.81
12602	22076	1.090666	0.336109	-0.072621	1.384967	0.060575	-1.096974	0.623667	-0.489797	0.919411	-0.385541	0.667924	-2.023121	2.153140	1.921297	-0.097442	-0.255270	0.392384	-0.136393	-0.489177	0.034026	-0.082523	-0.131621	-0.226813	0.358635	0.810954	-0.346882	-0.050001	0.022698	99.99

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
24929	33445	-0.826414	0.498070	1.697485	-0.043207	-0.960275	0.083436	0.832737	-0.855693	-0.463092	2.360538	1.270785	-0.424231	-0.586268	-0.600648	0.650808	-1.658548	-0.611983	2.231769	-0.343884	-0.423202	-0.109516	0.715979	-0.072549	0.497344	-0.826328	-0.429828	-0.850104	-0.438258	100.52
16377	27757	1.317482	-0.010520	-0.142468	-0.746414	-0.414413	-1.392246	0.299076	-0.367123	1.117967	-1.010185	-0.322892	0.963110	0.270018	0.228222	0.634148	-1.142128	0.124050	-0.349517	0.825020	-0.120292	-0.015003	0.244058	-0.199090	0.431002	0.975013	-0.550724	0.039300	0.012068	1.00
21168	31513	-0.344522	0.998830	1.255674	0.080691	-0.135711	-1.024777	0.595281	0.027913	-0.124619	-0.460139	-0.516191	-1.031353	-1.672149	-0.072887	1.090263	0.466556	0.110883	0.081249	-0.079537	0.001786	-0.283578	-0.835774	0.009648	0.285099	-0.220736	0.077810	0.233511	0.094541	4.49
1514	1179	0.657389	-0.643789	0.947302	1.257065	-1.068192	-0.234603	-0.134554	0.024979	0.045412	-0.013374	1.589397	1.346191	0.740473	0.165969	0.616337	0.705222	-0.863936	0.599911	-0.448058	0.426167	0.250563	0.190877	-0.189465	0.545284	0.208661	-0.497745	0.011424	0.074978	251.35
2016	1557	-1.967159	2.764458	1.083125	-0.904855	2.767055	-0.366271	4.648472	-4.208846	5.647693	9.759894	0.947911	-1.521947	0.246255	-4.906448	1.491842	-2.307104	-2.612198	-0.734049	0.220520	3.815201	-1.419582	0.612482	-0.611963	-0.494140	-0.151419	-0.824974	-0.785974	-2.909294	3.99
8255	11063	-0.993193	0.086711	2.114904	-0.739328	0.416040	-0.863892	-0.083005	0.045036	0.895823	-1.002909	2.148331	-1.693280	2.038133	1.471089	-0.815471	0.803817	-0.229655	0.713640	-0.660018	0.094411	0.135437	0.384485	-0.061664	0.355099	-0.261708	0.838299	-0.031459	0.106225	15.95
19353	30208	-0.398026	1.031796	1.385073	0.001439	-0.081264	-0.794936	0.559086	0.105103	-0.550763	-0.319698	1.536691	0.263077	-0.780549	-0.065731	0.263789	0.555905	-0.123750	0.385487	0.127073	0.067199	-0.207951	-0.602897	0.005921	0.463092	-0.244436	0.044424	0.237203	0.088466	2.69
23672	32863	1.184491	0.268953	0.260943	1.142464	-0.295437	-0.952762	0.262438	-0.243415	-0.026831	-0.000687	-0.390247	0.209609	0.044322	0.387917	0.919421	0.052446	-0.429150	-0.148849	-0.379137	-0.077753	0.046521	0.112671	-0.127524	0.395106	0.678202	-0.331556	0.008110	0.025828	35.53
27949	34779	1.155594	-0.529207	1.104154	0.202021	-1.380181	-0.483989	-0.742067	0.112310	1.294203	-0.363354	-0.877288	-0.265908	-1.286658	-0.171306	0.449251	0.229575	0.004264	-0.217291	0.231097	-0.087177	-0.114846	-0.274827	0.049562	0.438550	0.054686	0.991065	-0.048927	0.018991	39.95
11632	19913	1.369357	-0.305860	0.905715	-0.139212	-1.166435	-1.052443	-0.543607	-0.362531	0.595000	0.081194	1.069102	-1.923237	2.980948	0.721196	-1.419729	0.325299	1.526716	-1.842432	0.527031	0.064017	-0.123747	0.060816	0.031965	0.921665	0.511959	-0.319865	-0.002064	0.014332	5.00

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample